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Decision Tree Python implementation
Using CSV file available from: http://www.reversewinesnob.com/p/interactive-wine-ranking-spreadsheet.html
(On embedded spreadsheet, select Menu > Download > CSV)
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| #!/usr/bin/env python | |
| # vim: set tabstop=4 shiftwidth=4 textwidth=79 cc=72,79: | |
| """ | |
| decision_tree: Python implementation of an ID3 decision tree. | |
| Based mostly on Chapter 18, Section 18.3 'Learning Decision Trees' | |
| Of the book 'Artificial Intelligence: A Modern Approach' | |
| By Russel & Norvig, 1995. | |
| Original Author: Owain Jones [github.com/doomcat] [contact@odj.me] | |
| """ | |
| from __future__ import print_function | |
| #from scipy.stats import chisquare | |
| import copy | |
| import math | |
| #import sys | |
| def entropy(Set): | |
| """Entropy: Expected number of bits needed to encode the class | |
| (e.g. is it positive or is it negative?) of any member of the | |
| set Set. | |
| This function measures the entropy of a sample of training | |
| examples - the set Set. Training examples in Set are either | |
| positive or negative. | |
| """ | |
| Entropy = 0.0 | |
| # Get a set of unique values within Set (the classes) | |
| # (If you have a set of positive examples encoded as 0 and 1, e.g. | |
| # Set = [0, 1, 0, 1, 1, 0], then Set_unique = {0, 1}). | |
| # If you have more than 2 classes, this still works. | |
| Set_unique = set(Set) | |
| # If we only have one type of class, entropy will be zero anyway. | |
| # But explicitly returning 0 here prevents a ZeroDivisionError | |
| # from occurring when we try to do math.log(1, 1) later on. | |
| if len(Set_unique) == 1: | |
| return 0.0 | |
| for C in Set_unique: | |
| # Calculate proportions of the different classes in Set | |
| P = float(len([X for X in Set if X == C])) / float(len(Set)) | |
| # And subtract that from the overall entropy of Set | |
| Entropy -= P * math.log(P, 2) | |
| return Entropy | |
| def information_gain(Attribute, Split_On): | |
| """Calculate the Information Gain of an attribute within Set. | |
| Attribute: Attribute (given as list) to calculate the entropy of | |
| Split_On: Attribute (as list) used to split the data into | |
| positive and negative examples. Assumes that this | |
| attribute only has two possible classes | |
| (e.g. 0 or 1, True or False, 'Yes' or 'No') - | |
| If there are more than two classes given in Split_On, | |
| it won't work right. | |
| Returns a tuple containing: (Gain, Remainder, ) | |
| """ | |
| Remainder = 0.0 | |
| Gain = 0.0 | |
| Deviation = 0.0 | |
| Split_On_unique = list(set(Split_On)) | |
| if len(Split_On_unique) > 2: | |
| raise Exception("Split_On should have two classes. " + | |
| "(Found %d classes)" % len(Split_On_unique)) | |
| P = len([X for X in Split_On if X == Split_On_unique[0]]) | |
| N = len([X for X in Split_On if X == Split_On_unique[1]]) | |
| Attribute_unique = set(Attribute) | |
| for E in Attribute_unique: | |
| # Because everyone looooves reading list comprehensions | |
| # Pi and Ni are just used to keep count of the positive and | |
| # negative examples for each attribute. | |
| # ^ This might be the wrong thing to do ?????????? | |
| Pi = float(len([X for i, X in enumerate(Attribute) | |
| if X == E and Split_On[i] == Split_On_unique[0]])) | |
| Ni = float(len([X for i, X in enumerate(Attribute) | |
| if X == E and Split_On[i] == Split_On_unique[1]])) | |
| Example = [Split_On[i] for i, X in enumerate(Attribute) if X == E] | |
| Prime_i = (float(Pi + Ni) / float(P + N)) | |
| Pi_prime = P * Prime_i | |
| Ni_prime = N * Prime_i | |
| Remainder += Prime_i * entropy(Example) | |
| # Calculate chi-squared total deviation | |
| Deviation += ((((Pi - Pi_prime) ** 2) / Pi_prime) + | |
| (((Ni - Ni_prime) ** 2) / Ni_prime)) | |
| Gain = entropy(Attribute) - Remainder | |
| return (Gain, Remainder, Deviation) | |
| def gain_ratio(Attribute, Split_On): | |
| """Information Gain is biased towards Attributes with many distinct | |
| values. | |
| GainRatio = Gain / Entropy | |
| Returns a tuple containing: (Gain Ratio, Gain, Remainder, Deviation) | |
| """ | |
| Gain, Remainder, Deviation = information_gain(Attribute, Split_On) | |
| try: | |
| GainRatio = Gain / entropy(Attribute) | |
| except ZeroDivisionError: | |
| GainRatio = 0.0 | |
| return (GainRatio, Gain, Remainder, Deviation) | |
| def learn_tree(Examples, Attributes, Classifier, Default=None, Depth=0): | |
| """Generate a decision tree via inductive learning. | |
| Based on the algorithm given in: | |
| Figure 18.7, Page 537, Section 18.3, 'Learning Decision Trees', | |
| Artificial Intelligence: A Modern Approach, 1995 Edition | |
| Examples: List of list (table) of training examples. | |
| Attributes: List of attributes (table headers). | |
| Default: Default classification (e.g. 0 or False or 'No') | |
| Classifier: List used to classify examples. | |
| (e.g. last column of table) | |
| """ | |
| # If Classifier is a string, we extract the column of the Examples | |
| # table that it's referring to, | |
| # And remove that column from the table. | |
| if type(Classifier) == str: | |
| Classifier_id = Classifier | |
| Classifier = [X[Attributes.index(Classifier)] for X in Examples] | |
| Examples = copy.deepcopy(Examples) | |
| for X in Examples: | |
| del X[Attributes.index(Classifier_id)] | |
| Attributes = copy.deepcopy(Attributes) | |
| Attributes.remove(Classifier_id) | |
| # If the default is empty, find most common value of it. | |
| if Default is None: | |
| Default = max(Classifier) | |
| # If examples is empty then return the default | |
| if len(Examples) == 0: | |
| return Default | |
| # If no attributes, then return the majority-value | |
| if len(Attributes) == 0: | |
| return max(Classifier) | |
| # If all examples have the same classification then return that | |
| # classification | |
| if len(set(Classifier)) == 1: | |
| return list(set(Classifier))[0] | |
| # Else: | |
| # Choose the best remaining attribute (the one with the highest | |
| # information gain) | |
| # This might be wrong????????? Should it be picking minimums or | |
| # maximums? | |
| Gains = dict() | |
| Deviations = dict() | |
| for Key in Attributes: | |
| Gains[Key] = 0.0 | |
| Attribute = [X[Attributes.index(Key)] for X in Examples] | |
| GainRatio, Gain, Remainder, Deviation = gain_ratio(Attribute, | |
| Classifier) | |
| Gains[Key] = GainRatio | |
| Deviations[Key] = Deviation | |
| Best = max(Gains) | |
| Best_index = Attributes.index(Best) | |
| # Make a copy of the Attributes list, and then remove the current | |
| # best attribute from it. | |
| # (You don't want to modify Attributes directly because the changes | |
| # to the list will propagate up through the recursion of this | |
| # function) | |
| Attributes_minus_Best = [X for X in Attributes] | |
| Attributes_minus_Best.remove(Best) | |
| # New decision tree with root test Best | |
| Tree = dict() | |
| for V_i in Examples: | |
| # Get elements of Examples where V_i == Best | |
| # Making copies of the Examples and Classifier lists again. | |
| Examples_i = [X for i, X in enumerate(Examples) | |
| if X[Best_index] == V_i[Best_index]] | |
| Classifier_i = [Classifier[i] for i, X in enumerate(Examples) | |
| if X[Best_index] == V_i[Best_index]] | |
| Examples_i = [[X for X in Y] for Y in Examples_i] | |
| Classifier_i = [X for X in Classifier_i] | |
| # Remove current 'Best' column |
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| #!/usr/bin/env python | |
| # vim: set tabstop=4 shiftwidth=4 textwidth=79 cc=72,79: | |
| """ | |
| example_data: Table of examples of wines I've drunk in the past and | |
| How much I liked them. | |
| Lol this data is such bullshit and I know it. I am far from Wine | |
| connoisseur. I just looked at the types, countries, profiles etc. | |
| on the Morrison's website. The data is biased towards (hopefully) | |
| cheap Chilean Merlot cos that is what I always end up drinking. | |
| Original Author: Owain Jones [github.com/doomcat] [contact@odj.me] | |
| """ | |
| keys = ['Profile', 'Type', 'Variety', 'Country', 'Price', 'Tasty'] | |
| data = [ | |
| ['Fresh', 'Red', 'Cabernet Franc', 'Argentinia', 'Cheaper', 'Yes'], | |
| ['Fresh', 'Red', 'Cabernet Sauvignon', 'Argentinia', 'Expensive', 'Yes'], | |
| ['Sweet', 'Rose', 'Merlot', 'Australia', 'Expensive', 'No'], | |
| ['Smooth', 'White', 'Merlot', 'Chile', 'Cheaper', 'No'], | |
| ['Smooth', 'Rose', 'Chardonnay', 'Chile', 'Cheaper', 'No'], | |
| ['Intense', 'Red', 'Merlot', 'Chile', 'Cheaper', 'Yes'], | |
| ['Fresh', 'Red', 'Cabernet Sauvignon', 'Chile', 'Expensive', 'Yes'], | |
| ['Intense', 'Red', 'Grenache', 'France', 'Royalty', 'No'], | |
| ['Suspicious', 'White', 'Grape Juice', 'Australia', 'Cheaper', 'No'], | |
| ['Crunk', 'Red', 'Merlot', 'Chile', 'Expensive', 'No'], | |
| ['Intense', 'Rose', 'Merlot', 'Chile', 'Cheap', 'Yes'], | |
| ['Intense', 'Red', 'Merlot', 'Argentinia', 'Cheap', 'No'], | |
| ['Intense', 'Red', 'Merlot', 'Argentinia', 'Cheap', 'Yes'], | |
| ['Intense', 'Red', 'Merlot', 'Argentinia', 'Cheap', 'No'], | |
| [''] | |
| ] | |
| def from_csv(csvfile): | |
| from collections import OrderedDict | |
| import csv | |
| if type(csvfile) == str: | |
| csvfile = open(csvfile, 'r') | |
| else: | |
| csvfile.seek(0) | |
| reader = csv.reader(csvfile) | |
| examples = list() | |
| for row in reader: | |
| attributes = row | |
| break | |
| for row in reader: | |
| examples.append(row) | |
| tmp_attributes = list() | |
| attributes.append('IsTasty') | |
| attributes.append('DiscreteCost') | |
| for i, example in enumerate(examples): | |
| e_dict = {attributes[i]: x for i, x in enumerate(example)} | |
| e_dict = OrderedDict(sorted(e_dict.items())) | |
| tasty = 'No' | |
| cost = 'Cheapest' | |
| try: | |
| e_dict['Taste'] = float(e_dict['Taste']) | |
| if e_dict['Taste'] > 7: | |
| tasty = 'Yes' | |
| except ValueError: | |
| tasty = 'No' | |
| e_dict['Cost'] = float(e_dict['Cost'].replace('$', '')) | |
| if e_dict['Cost'] > 7: | |
| cost = 'Cheap' | |
| if e_dict['Cost'] > 11: | |
| cost = 'Expensive' | |
| if e_dict['Cost'] > 15: | |
| cost = 'Royalty' | |
| e_dict['IsTasty'] = tasty | |
| e_dict['DiscreteCost'] = cost | |
| for attr in list(e_dict.keys()): | |
| if attr in ['Cost', 'Wine', 'Review', | |
| 'Overall', 'Taste', 'Rating']: | |
| del e_dict[attr] | |
| for attr in e_dict: | |
| e_dict[attr] = e_dict[attr].lower().strip() # normalize | |
| tmp_attributes = list(e_dict.keys()) | |
| examples[i] = list(e_dict.values()) | |
| attributes = tmp_attributes | |
| return (attributes, examples) |
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| { | |
| "agiorgitiko": "no", | |
| "albarino": { | |
| "white": { | |
| "other": { | |
| "cheap": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| } | |
| } | |
| }, | |
| "amarone": "no", | |
| "assyrtiko": "yes", | |
| "barbera": "no", | |
| "beaujolais": { | |
| "red": { | |
| "other": { | |
| "expensive": "yes" | |
| } | |
| } | |
| }, | |
| "blend": { | |
| "port": { | |
| "other": { | |
| "royalty": "yes" | |
| } | |
| }, | |
| "red": { | |
| "costco": { | |
| "cheap": "yes", | |
| "cheapest": "yes", | |
| "expensive": "yes" | |
| }, | |
| "other": { | |
| "cheap": "yes", | |
| "cheapest": "yes", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| }, | |
| "trader joe's": { | |
| "cheapest": "yes" | |
| } | |
| }, | |
| "ros\u00e9": { | |
| "costco": "no", | |
| "other": { | |
| "cheap": "no", | |
| "expensive": "yes" | |
| } | |
| }, | |
| "sparkling": { | |
| "other": { | |
| "cheap": "no", | |
| "royalty": "yes" | |
| } | |
| }, | |
| "white": { | |
| "other": { | |
| "cheap": "yes", | |
| "cheapest": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| } | |
| } | |
| }, | |
| "bonarda": "no", | |
| "cabernet franc": "yes", | |
| "cabernet sauvignon": { | |
| "red": { | |
| "costco": { | |
| "cheap": "yes", | |
| "cheapest": "no", | |
| "expensive": "no", | |
| "royalty": "yes" | |
| }, | |
| "other": { | |
| "cheap": "yes", | |
| "cheapest": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| } | |
| }, | |
| "ros\u00e9": "yes" | |
| }, | |
| "carmenere": { | |
| "red": { | |
| "other": { | |
| "cheap": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| }, | |
| "trader joe's": "no" | |
| } | |
| }, | |
| "chardonnay": { | |
| "white": { | |
| "costco": "yes", | |
| "other": { | |
| "cheap": "no", | |
| "expensive": "yes" | |
| } | |
| } | |
| }, | |
| "chenin blanc": { | |
| "white": { | |
| "other": { | |
| "cheap": "no", | |
| "cheapest": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| } | |
| } | |
| }, | |
| "garganega": "yes", | |
| "garnacha": { | |
| "red": { | |
| "costco": "yes", | |
| "other": { | |
| "cheap": "yes", | |
| "cheapest": "yes", | |
| "royalty": "yes" | |
| }, | |
| "trader joe's": "no" | |
| }, | |
| "ros\u00e9": "no" | |
| }, | |
| "gavi": "yes", | |
| "gewurztraminer": { | |
| "dessert": "no", | |
| "white": "yes" | |
| }, | |
| "grechetto": "yes", | |
| "grenache": { | |
| "dessert": "yes", | |
| "red": "no", | |
| "ros\u00e9": { | |
| "other": { | |
| "cheap": "no", | |
| "expensive": "yes" | |
| } | |
| } | |
| }, | |
| "gruner veltliner": { | |
| "white": { | |
| "other": { | |
| "expensive": "yes", | |
| "royalty": "no" | |
| } | |
| } | |
| }, | |
| "lagrein": { | |
| "red": { | |
| "other": { | |
| "expensive": "yes", | |
| "royalty": "no" | |
| } | |
| } | |
| }, | |
| "macabeo": "no", | |
| "malbec": { | |
| "red": { | |
| "costco": { | |
| "cheap": "yes", | |
| "cheapest": "no" | |
| }, | |
| "other": { | |
| "cheap": "yes", | |
| "cheapest": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| }, | |
| "trader joe's": "no" | |
| }, | |
| "ros\u00e9": "no" | |
| }, | |
| "meritage": { | |
| "red": { | |
| "costco": "yes", | |
| "other": { | |
| "expensive": "yes", | |
| "royalty": "no" | |
| } | |
| } | |
| }, | |
| "merlot": { | |
| "red": { | |
| "costco": "yes", | |
| "other": { | |
| "cheap": "yes", | |
| "cheapest": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| } | |
| } | |
| }, | |
| "monastrell": "no", | |
| "montepulciano": "no", | |
| "moscatel": "yes", | |
| "moscato": { | |
| "dessert": "no", | |
| "ros\u00e9": "no", | |
| "sparkling": "yes", | |
| "white": { | |
| "other": { | |
| "cheap": "yes" | |
| } | |
| } | |
| }, | |
| "moschofilero": "yes", | |
| "mourvedre": "yes", | |
| "muscat": "yes", | |
| "nebbiolo": { | |
| "red": { | |
| "other": { | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| }, | |
| "trader joe's": "yes" | |
| } | |
| }, | |
| "negroamaro": { | |
| "red": { | |
| "other": "yes", | |
| "trader joe's": "no" | |
| } | |
| }, | |
| "nero d'avola": { | |
| "red": { | |
| "other": "yes", | |
| "trader joe's": "no" | |
| } | |
| }, | |
| "petite sirah": { | |
| "red": { | |
| "costco": "no", | |
| "other": { | |
| "cheap": "no", | |
| "cheapest": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| } | |
| } | |
| }, | |
| "pinot bianco": "yes", | |
| "pinot blanc": "yes", | |
| "pinot grigio": { | |
| "white": { | |
| "costco": "no", | |
| "other": { | |
| "cheap": "no", | |
| "cheapest": "no", | |
| "expensive": "yes" | |
| } | |
| } | |
| }, | |
| "pinot gris": "yes", | |
| "pinot noir": { | |
| "red": { | |
| "costco": { | |
| "expensive": "yes", | |
| "royalty": "no" | |
| }, | |
| "other": { | |
| "cheap": "yes", | |
| "cheapest": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| }, | |
| "trader joe's": "no" | |
| } | |
| }, | |
| "pinotage": "yes", | |
| "prosecco": { | |
| "sparkling": { | |
| "other": { | |
| "cheap": "no", | |
| "expensive": "yes" | |
| } | |
| } | |
| }, | |
| "red blend": "yes", | |
| "riesling": { | |
| "white": { | |
| "costco": "yes", | |
| "other": { | |
| "cheap": "yes", | |
| "cheapest": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| } | |
| } | |
| }, | |
| "ros\u00e9": "no", | |
| "sangiovese": { | |
| "red": { | |
| "costco": { | |
| "royalty": "yes" | |
| }, | |
| "other": { | |
| "cheap": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| }, | |
| "trader joe's": "no" | |
| } | |
| }, | |
| "sauvignon blanc": { | |
| "white": { | |
| "other": { | |
| "cheap": "no", | |
| "cheapest": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| } | |
| } | |
| }, | |
| "schiava": "yes", | |
| "semillon": "no", | |
| "shiraz": { | |
| "dessert": "no", | |
| "red": { | |
| "costco": "yes", | |
| "other": { | |
| "cheap": "yes", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| } | |
| } | |
| }, | |
| "st laurent": "yes", | |
| "syrah": { | |
| "red": { | |
| "costco": "yes", | |
| "other": { | |
| "cheap": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| }, | |
| "trader joe's": "no" | |
| }, | |
| "ros\u00e9": "no" | |
| }, | |
| "tannat": { | |
| "red": { | |
| "other": { | |
| "cheap": "no", | |
| "royalty": "yes" | |
| } | |
| } | |
| }, | |
| "tempranillo": { | |
| "red": { | |
| "costco": "yes", | |
| "other": { | |
| "cheap": "no", | |
| "cheapest": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| } | |
| } | |
| }, | |
| "torrontes": "yes", | |
| "torront\u00e9s": "no", | |
| "touriga nacional": "no", | |
| "vermentino": "yes", | |
| "vinho verde": "no", | |
| "viognier": "yes", | |
| "white": "yes", | |
| "zinfandel": { | |
| "port": "yes", | |
| "red": { | |
| "costco": "yes", | |
| "other": { | |
| "cheap": "yes", | |
| "cheapest": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| } | |
| } | |
| }, | |
| "zweigelt": "no" | |
| } |
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| { | |
| "agiorgitiko": "no", | |
| "albarino": { | |
| "white": { | |
| "other": { | |
| "cheap": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| } | |
| } | |
| }, | |
| "amarone": "no", | |
| "assyrtiko": "yes", | |
| "barbera": "no", | |
| "beaujolais": "yes", | |
| "blend": { | |
| "port": "yes", | |
| "red": "yes", | |
| "ros\u00e9": "no", | |
| "sparkling": { | |
| "other": { | |
| "cheap": "no", | |
| "royalty": "yes" | |
| } | |
| }, | |
| "white": { | |
| "other": { | |
| "cheap": "yes", | |
| "cheapest": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| } | |
| } | |
| }, | |
| "bonarda": "no", | |
| "cabernet franc": "yes", | |
| "cabernet sauvignon": "yes", | |
| "carmenere": "no", | |
| "chardonnay": "yes", | |
| "chenin blanc": { | |
| "white": { | |
| "other": { | |
| "cheap": "no", | |
| "cheapest": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| } | |
| } | |
| }, | |
| "garganega": "yes", | |
| "garnacha": "no", | |
| "gavi": "yes", | |
| "gewurztraminer": { | |
| "dessert": "no", | |
| "white": "yes" | |
| }, | |
| "grechetto": "yes", | |
| "grenache": { | |
| "dessert": "yes", | |
| "red": "no", | |
| "ros\u00e9": { | |
| "other": { | |
| "cheap": "no", | |
| "expensive": "yes" | |
| } | |
| } | |
| }, | |
| "gruner veltliner": { | |
| "white": { | |
| "other": { | |
| "expensive": "yes", | |
| "royalty": "no" | |
| } | |
| } | |
| }, | |
| "lagrein": { | |
| "red": { | |
| "other": { | |
| "expensive": "yes", | |
| "royalty": "no" | |
| } | |
| } | |
| }, | |
| "macabeo": "no", | |
| "malbec": "no", | |
| "meritage": "yes", | |
| "merlot": "yes", | |
| "monastrell": "no", | |
| "montepulciano": "no", | |
| "moscatel": "yes", | |
| "moscato": { | |
| "dessert": "no", | |
| "ros\u00e9": "no", | |
| "sparkling": "yes", | |
| "white": "yes" | |
| }, | |
| "moschofilero": "yes", | |
| "mourvedre": "yes", | |
| "muscat": "yes", | |
| "nebbiolo": "yes", | |
| "negroamaro": { | |
| "red": { | |
| "other": "yes", | |
| "trader joe's": "no" | |
| } | |
| }, | |
| "nero d'avola": { | |
| "red": { | |
| "other": "yes", | |
| "trader joe's": "no" | |
| } | |
| }, | |
| "petite sirah": "no", | |
| "pinot bianco": "yes", | |
| "pinot blanc": "yes", | |
| "pinot grigio": "no", | |
| "pinot gris": "yes", | |
| "pinot noir": "no", | |
| "pinotage": "yes", | |
| "prosecco": { | |
| "sparkling": { | |
| "other": { | |
| "cheap": "no", | |
| "expensive": "yes" | |
| } | |
| } | |
| }, | |
| "red blend": "yes", | |
| "riesling": "yes", | |
| "ros\u00e9": "no", | |
| "sangiovese": { | |
| "red": { | |
| "costco": "yes", | |
| "other": { | |
| "cheap": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| }, | |
| "trader joe's": "no" | |
| } | |
| }, | |
| "sauvignon blanc": { | |
| "white": { | |
| "other": { | |
| "cheap": "no", | |
| "cheapest": "no", | |
| "expensive": "yes", | |
| "royalty": "yes" | |
| } | |
| } | |
| }, | |
| "schiava": "yes", | |
| "semillon": "no", | |
| "shiraz": { | |
| "dessert": "no", | |
| "red": "yes" | |
| }, | |
| "st laurent": "yes", | |
| "syrah": "no", | |
| "tannat": { | |
| "red": { | |
| "other": { | |
| "cheap": "no", | |
| "royalty": "yes" | |
| } | |
| } | |
| }, | |
| "tempranillo": "yes", | |
| "torrontes": "yes", | |
| "torront\u00e9s": "no", | |
| "touriga nacional": "no", | |
| "vermentino": "yes", | |
| "vinho verde": "no", | |
| "viognier": "yes", | |
| "white": "yes", | |
| "zinfandel": "yes", | |
| "zweigelt": "no" | |
| } |
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| Characteristics -> Real Learn Prune | |
| ["trader joe's", 'red', 'shiraz', 'yes', 'cheap'] yes no yes | |
| ['other', 'sparkling', 'blend', 'yes', 'royalty'] yes yes yes | |
| ['other', 'red', 'tempranillo', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'blend', 'yes', 'cheap'] yes yes yes | |
| ['other', 'red', 'tempranillo', 'yes', 'royalty'] yes yes yes | |
| ['other', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'white', 'torrontés', 'no', 'cheap'] no no no | |
| ['other', 'red', 'barbera', 'yes', 'royalty'] yes no no | |
| ["trader joe's", 'red', 'zinfandel', 'no', 'cheapest'] no no yes | |
| ['other', 'red', 'pinot noir', 'yes', 'royalty'] yes yes no | |
| ['other', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'blend', 'no', 'royalty'] no yes yes | |
| ['other', 'red', 'blend', 'no', 'cheap'] no yes yes | |
| ['other', 'white', 'blend', 'no', 'royalty'] no yes yes | |
| ['other', 'red', 'blend', 'yes', 'cheap'] yes yes yes | |
| ['costco', 'white', 'torrontés', 'no', 'cheap'] no no no | |
| ['other', 'white', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['costco', 'red', 'meritage', 'yes', 'expensive'] yes yes yes | |
| ['other', 'white', 'riesling', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'syrah', 'yes', 'royalty'] yes yes no | |
| ['other', 'red', 'tempranillo', 'no', 'royalty'] no yes yes | |
| ["trader joe's", 'red', 'blend', 'no', 'cheap'] no no yes | |
| ['other', 'red', 'merlot', 'no', 'cheap'] no yes yes | |
| ['other', 'red', 'malbec', 'no', 'cheap'] no yes no | |
| ['costco', 'red', 'cabernet sauvignon', 'no', 'cheap'] no yes yes | |
| ['other', 'rosé', 'syrah', 'yes', 'royalty'] yes no no | |
| ['other', 'white', 'chardonnay', 'yes', 'royalty'] yes no yes | |
| ['other', 'dessert', 'muscat', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'zinfandel', 'no', 'cheapest'] no no yes | |
| ['other', 'red', 'malbec', 'no', 'cheap'] no yes no | |
| ['other', 'red', 'petite sirah', 'yes', 'cheap'] yes no no | |
| ['other', 'white', 'chardonnay', 'yes', 'royalty'] yes no yes | |
| ['other', 'red', 'freisa', 'yes', 'royalty'] yes no no | |
| ["trader joe's", 'red', 'aglianico', 'no', 'cheapest'] no no no | |
| ['other', 'red', 'malbec', 'yes', 'cheap'] yes yes no | |
| ['other', 'sparkling', 'blend', 'no', 'expensive'] no no no | |
| ['other', 'red', 'pinot noir', 'no', 'cheap'] no yes no | |
| ['other', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'malbec', 'yes', 'cheap'] yes yes no | |
| ['other', 'red', 'tannat', 'yes', 'royalty'] yes yes yes | |
| ['other', 'rosé', 'blend', 'yes', 'expensive'] yes yes no | |
| ['other', 'red', 'barbera', 'no', 'royalty'] no no no | |
| ['other', 'red', 'chianti', 'no', 'cheap'] no no no | |
| ['other', 'white', 'chardonnay', 'no', 'expensive'] no yes yes | |
| ['other', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'rosé', 'agiorgitiko', 'yes', 'expensive'] yes no no | |
| ['other', 'white', 'chardonnay', 'yes', 'royalty'] yes no yes | |
| ['other', 'red', 'petite sirah', 'yes', 'cheap'] yes no no | |
| ['other', 'red', 'blend', 'yes', 'cheap'] yes yes yes | |
| ['other', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'white', 'gruner veltliner', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'petite sirah', 'yes', 'cheap'] yes no no | |
| ['other', 'red', 'blend', 'yes', 'cheap'] yes yes yes | |
| ['other', 'white', 'chardonnay', 'no', 'cheap'] no no yes | |
| ['other', 'red', 'pinot noir', 'yes', 'royalty'] yes yes no | |
| ['costco', 'red', 'zinfandel', 'yes', 'cheap'] yes yes yes | |
| ['other', 'red', 'carmenere', 'yes', 'expensive'] yes yes no | |
| ['other', 'white', 'chardonnay', 'yes', 'royalty'] yes no yes | |
| ['other', 'white', 'chardonnay', 'no', 'cheap'] no no yes | |
| ['other', 'red', 'pinot noir', 'no', 'expensive'] no yes no | |
| ['other', 'white', 'sauvignon blanc', 'yes', 'royalty'] yes yes yes | |
| ['other', 'red', 'blend', 'no', 'cheap'] no yes yes | |
| ['other', 'white', 'chardonnay', 'no', 'expensive'] no yes yes | |
| ['other', 'red', 'syrah', 'yes', 'expensive'] yes yes no | |
| ['costco', 'red', 'blend', 'no', 'cheap'] no yes yes | |
| ['other', 'red', 'petite sirah', 'no', 'cheapest'] no no no | |
| ['other', 'red', 'tempranillo', 'yes', 'cheap'] yes no yes | |
| ['other', 'red', 'petite sirah', 'no', 'cheapest'] no no no | |
| ['costco', 'red', 'chianti', 'yes', 'expensive'] yes no no | |
| ['other', 'red', 'pinot noir', 'yes', 'royalty'] yes yes no | |
| ['other', 'red', 'blend', 'no', 'expensive'] no yes yes | |
| ['other', 'red', 'pinot noir', 'yes', 'royalty'] yes yes no | |
| ['other', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'blend', 'no', 'cheap'] no yes yes | |
| ['costco', 'red', 'garnacha', 'yes', 'expensive'] yes yes no | |
| ['other', 'white', 'pinot grigio', 'no', 'cheap'] no no no | |
| ['other', 'white', 'pinot bianco', 'yes', 'expensive'] yes yes yes | |
| ['other', 'white', 'pinot blanc', 'yes', 'royalty'] yes yes yes | |
| ['other', 'white', 'chardonnay', 'no', 'cheap'] no no yes | |
| ['other', 'white', 'vinho verde', 'yes', 'cheap'] yes no no | |
| ['other', 'red', 'blend', 'no', 'royalty'] no yes yes | |
| ['other', 'white', 'roditis', 'no', 'royalty'] no yes yes | |
| ['other', 'white', 'chenin blanc', 'yes', 'cheapest'] yes no no | |
| ['other', 'red', 'blend', 'no', 'cheap'] no yes yes | |
| ['other', 'white', 'blend', 'yes', 'cheap'] yes yes yes | |
| ['other', 'red', 'malbec', 'yes', 'expensive'] yes yes no | |
| ['other', 'red', 'shiraz', 'yes', 'cheap'] yes yes yes | |
| ['other', 'red', 'blend', 'no', 'royalty'] no yes yes | |
| ['costco', 'sparkling', 'chardonnay', 'no', 'cheap'] no no yes | |
| ['other', 'red', 'malbec', 'yes', 'expensive'] yes yes no | |
| ['other', 'red', 'tempranillo', 'yes', 'royalty'] yes yes yes | |
| ['other', 'red', 'merlot', 'yes', 'cheap'] yes yes yes | |
| ['other', 'red', 'blend', 'no', 'cheapest'] no yes yes | |
| ['other', 'white', 'sauvignon blanc', 'no', 'cheapest'] no no no | |
| ['other', 'white', 'sauvignon blanc', 'no', 'cheap'] no no no | |
| ['other', 'red', 'sangiovese', 'no', 'cheap'] no no no | |
| ['other', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'sparkling', 'prosecco', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'white', 'chardonnay', 'no', 'cheap'] no no yes | |
| ['other', 'red', 'malbec', 'yes', 'royalty'] yes yes no | |
| ['other', 'red', 'tempranillo', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'barbera', 'yes', 'expensive'] yes no no | |
| ['other', 'white', 'pinot grigio', 'no', 'cheap'] no no no | |
| ['other', 'white', 'assyrtico', 'yes', 'expensive'] yes yes yes | |
| ['other', 'white', 'albarino', 'yes', 'expensive'] yes yes yes | |
| ['other', 'white', 'riesling', 'no', 'cheapest'] no no yes | |
| ['other', 'red', 'cabernet sauvignon', 'no', 'cheapest'] no no yes | |
| ['other', 'white', 'sauvignon blanc', 'no', 'cheap'] no no no | |
| ['other', 'rosé', 'blend', 'no', 'expensive'] no yes no | |
| ['costco', 'red', 'cabernet sauvignon', 'no', 'expensive'] no no yes | |
| ['other', 'red', 'syrah', 'yes', 'cheap'] yes no no | |
| ['other', 'white', 'albarino', 'yes', 'expensive'] yes yes yes | |
| ['other', 'white', 'sauvignon blanc', 'no', 'cheapest'] no no no | |
| ['other', 'red', 'malbec', 'yes', 'expensive'] yes yes no | |
| ['other', 'red', 'cabernet sauvignon', 'no', 'cheap'] no yes yes | |
| ['other', 'red', 'tempranillo', 'yes', 'royalty'] yes yes yes | |
| ['other', 'white', 'blend', 'no', 'expensive'] no yes yes | |
| ['other', 'white', 'moscato', 'no', 'cheapest'] no no yes | |
| ['other', 'red', 'blend', 'yes', 'cheap'] yes yes yes | |
| ['other', 'red', 'pinot noir', 'yes', 'expensive'] yes yes no | |
| ["trader joe's", 'red', 'blend', 'yes', 'cheap'] yes no yes | |
| ['other', 'red', 'xinomavro', 'no', 'royalty'] no no no | |
| ['other', 'red', 'syrah', 'no', 'cheap'] no no no | |
| ['other', 'red', 'malbec', 'yes', 'cheap'] yes yes no | |
| ['other', 'red', 'blend', 'no', 'royalty'] no yes yes | |
| ['costco', 'red', 'pinot noir', 'yes', 'royalty'] yes no no | |
| ['other', 'red', 'blaufrankisch', 'yes', 'royalty'] yes no no | |
| ['other', 'red', 'sangiovese', 'yes', 'royalty'] yes yes yes | |
| ['costco', 'red', 'cabernet sauvignon', 'no', 'cheap'] no yes yes | |
| ['other', 'red', 'cabernet sauvignon', 'yes', 'royalty'] yes yes yes | |
| ['other', 'white', 'riesling', 'yes', 'expensive'] yes yes yes | |
| ['other', 'sparkling', 'prosecco', 'no', 'cheap'] no no no | |
| ['other', 'white', 'chardonnay', 'no', 'cheap'] no no yes | |
| ['other', 'white', 'pinot gris', 'yes', 'cheap'] yes yes yes | |
| ['other', 'white', 'torrontés', 'yes', 'expensive'] yes no no | |
| ['other', 'red', 'cabernet sauvignon', 'no', 'royalty'] no yes yes | |
| ['other', 'red', 'meritage', 'yes', 'royalty'] yes no yes | |
| ['other', 'red', 'meritage', 'no', 'royalty'] no no yes | |
| ['other', 'red', 'cabernet franc', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'blend', 'no', 'cheap'] no yes yes | |
| ['other', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['costco', 'red', 'tempranillo', 'yes', 'cheap'] yes yes yes | |
| ['other', 'red', 'cabernet sauvignon', 'no', 'expensive'] no yes yes | |
| ['other', 'red', 'tempranillo', 'no', 'expensive'] no yes yes | |
| ['other', 'red', 'blend', 'no', 'cheap'] no yes yes | |
| ["trader joe's", 'red', 'sangiovese', 'yes', 'expensive'] yes no no | |
| ["trader joe's", 'red', 'blend', 'no', 'cheapest'] no yes yes | |
| ['costco', 'red', 'meritage', 'yes', 'expensive'] yes yes yes | |
| ['other', 'white', 'gruner veltliner', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'tempranillo', 'yes', 'royalty'] yes yes yes | |
| ['other', 'red', 'shiraz', 'yes', 'expensive'] yes yes yes | |
| ['other', 'sparkling', 'pinot noir', 'yes', 'expensive'] yes no no | |
| ['costco', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'cabernet sauvignon', 'no', 'cheap'] no yes yes | |
| ['other', 'red', 'aglianico', 'yes', 'expensive'] yes no no | |
| ['other', 'red', 'garnacha', 'no', 'cheap'] no yes no | |
| ['costco', 'red', 'blend', 'no', 'cheapest'] no yes yes | |
| ['other', 'rosé', 'blend', 'no', 'expensive'] no yes no | |
| ['other', 'red', 'shiraz', 'yes', 'expensive'] yes yes yes | |
| ["trader joe's", 'red', 'blend', 'no', 'cheapest'] no yes yes | |
| ['other', 'red', 'meritage', 'no', 'royalty'] no no yes | |
| ['other', 'red', 'sangiovese', 'no', 'cheap'] no no no | |
| ['other', 'red', 'blend', 'no', 'cheap'] no yes yes | |
| ['other', 'white', 'malagousia', 'yes', 'royalty'] yes yes yes | |
| ["trader joe's", 'red', 'blend', 'yes', 'cheap'] yes no yes | |
| ['other', 'rosé', 'pinotage', 'yes', 'cheap'] yes yes yes | |
| ['other', 'rosé', 'pinot noir', 'yes', 'expensive'] yes no no | |
| ['other', 'red', 'pinot noir', 'yes', 'expensive'] yes yes no | |
| ['other', 'red', 'montepulciano', 'no', 'cheap'] no no no | |
| ['other', 'red', 'blend', 'yes', 'cheap'] yes yes yes | |
| ['other', 'red', 'garnacha', 'yes', 'cheap'] yes yes no | |
| ['other', 'red', 'blend', 'no', 'cheap'] no yes yes | |
| ['other', 'red', 'tannat', 'yes', 'royalty'] yes yes yes | |
| ['other', 'white', 'gruner veltliner', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'blend', 'no', 'cheap'] no yes yes | |
| ['costco', 'red', 'garnacha', 'yes', 'cheap'] yes yes no | |
| ['other', 'white', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'white', 'chardonnay', 'no', 'cheap'] no no yes | |
| ['other', 'red', 'primitivo', 'yes', 'royalty'] yes no no | |
| ['other', 'red', 'malbec', 'no', 'cheap'] no yes no | |
| ['other', 'sparkling', 'blend', 'yes', 'cheap'] yes no no | |
| ['costco', 'red', 'shiraz', 'no', 'expensive'] no yes yes | |
| ['other', 'red', 'blend', 'no', 'cheap'] no yes yes | |
| ['other', 'red', 'malbec', 'no', 'cheap'] no yes no | |
| ['other', 'white', 'chenin blanc', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'meritage', 'no', 'royalty'] no no yes | |
| ['other', 'red', 'cabernet sauvignon', 'yes', 'cheap'] yes yes yes | |
| ['other', 'red', 'tempranillo', 'no', 'royalty'] no yes yes | |
| ['other', 'red', 'blend', 'no', 'cheap'] no yes yes | |
| ['other', 'red', 'pinot noir', 'yes', 'royalty'] yes yes no | |
| ['other', 'white', 'chardonnay', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'malbec', 'no', 'cheap'] no yes no | |
| ['other', 'red', 'pinot noir', 'yes', 'cheap'] yes yes no | |
| ['other', 'red', 'blend', 'no', 'royalty'] no yes yes | |
| ['other', 'red', 'garnacha', 'yes', 'expensive'] yes no no | |
| ['other', 'red', 'pinot noir', 'no', 'royalty'] no yes no | |
| ["trader joe's", 'red', 'malbec', 'no', 'cheap'] no no no | |
| ['other', 'white', 'riesling', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'blend', 'no', 'royalty'] no yes yes | |
| ["trader joe's", 'red', 'syrah', 'no', 'cheapest'] no no no | |
| ['other', 'red', 'merlot', 'yes', 'cheap'] yes yes yes | |
| ['costco', 'red', 'blend', 'no', 'expensive'] no yes yes | |
| ["trader joe's", 'red', 'amarone', 'yes', 'royalty'] yes no no | |
| ['other', 'red', 'shiraz', 'yes', 'royalty'] yes yes yes | |
| ['other', 'red', 'malbec', 'yes', 'royalty'] yes yes no | |
| ['other', 'red', 'cabernet sauvignon', 'no', 'cheap'] no yes yes | |
| ['other', 'white', 'pinot grigio', 'no', 'cheap'] no no no | |
| ["trader joe's", 'red', "nero d'avola", 'no', 'cheapest'] no no no | |
| ['other', 'red', 'merlot', 'no', 'cheap'] no yes yes | |
| ['other', 'white', 'friulano', 'yes', 'expensive'] yes yes yes | |
| ['other', 'rosé', 'blend', 'no', 'cheap'] no no no | |
| ['costco', 'red', 'montepulciano', 'no', 'expensive'] no no no | |
| ['other', 'white', 'sauvignon blanc', 'yes', 'royalty'] yes yes yes | |
| ['other', 'white', 'blend', 'no', 'cheap'] no yes yes | |
| ['other', 'red', 'blend', 'no', 'cheap'] no yes yes | |
| ['other', 'red', 'garnacha', 'yes', 'expensive'] yes no no | |
| ['other', 'red', 'pinot noir', 'no', 'cheap'] no yes no | |
| ['other', 'red', 'zweigelt', 'no', 'expensive'] no no no | |
| ['other', 'white', 'riesling', 'no', 'expensive'] no yes yes | |
| ['other', 'red', 'malbec', 'yes', 'cheap'] yes yes no | |
| ['other', 'white', 'pinot grigio', 'no', 'cheap'] no no no | |
| ['other', 'rosé', 'blend', 'yes', 'royalty'] yes no no | |
| ['other', 'red', 'meritage', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'zinfandel', 'yes', 'royalty'] yes yes yes | |
| ['other', 'white', 'blend', 'no', 'cheap'] no yes yes | |
| ['other', 'red', 'tempranillo', 'yes', 'royalty'] yes yes yes | |
| ['other', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'blend', 'yes', 'cheap'] yes yes yes | |
| ['costco', 'red', 'tempranillo', 'yes', 'cheap'] yes yes yes | |
| ['other', 'red', 'shiraz', 'no', 'cheap'] no yes yes | |
| ['other', 'rosé', 'cabernet franc', 'no', 'expensive'] no yes yes | |
| ['other', 'sparkling', 'blend', 'no', 'cheap'] no no no | |
| ['other', 'white', 'blend', 'no', 'cheapest'] no no no | |
| ["trader joe's", 'red', 'cabernet sauvignon', 'no', 'cheapest'] no no yes | |
| ['other', 'red', 'montepulciano', 'no', 'expensive'] no no no | |
| ['other', 'white', 'chardonnay', 'yes', 'expensive'] yes yes yes | |
| ["trader joe's", 'red', 'primitivo', 'no', 'cheapest'] no no no | |
| ['other', 'white', 'sauvignon blanc', 'no', 'cheap'] no no no | |
| ['other', 'red', 'bonarda', 'no', 'cheap'] no no no | |
| ['other', 'white', 'blend', 'no', 'expensive'] no yes yes | |
| ['other', 'red', 'malbec', 'no', 'expensive'] no yes no | |
| ['other', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'malbec', 'yes', 'expensive'] yes yes no | |
| ['other', 'red', 'blend', 'yes', 'cheap'] yes yes yes | |
| ['other', 'red', 'tempranillo', 'yes', 'royalty'] yes yes yes | |
| ['other', 'red', 'blend', 'yes', 'cheap'] yes yes yes | |
| ['other', 'sparkling', 'blend', 'no', 'cheap'] no no no | |
| ['other', 'sparkling', 'chardonnay', 'no', 'cheap'] no no yes | |
| ['other', 'red', 'blend', 'yes', 'royalty'] yes yes yes | |
| ['other', 'white', 'blend', 'yes', 'cheap'] yes yes yes | |
| ['costco', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'blend', 'no', 'royalty'] no yes yes | |
| ['other', 'white', 'sauvignon blanc', 'no', 'cheap'] no no no | |
| ['other', 'red', 'cabernet sauvignon', 'no', 'cheapest'] no no yes | |
| ['other', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'malbec', 'no', 'expensive'] no yes no | |
| ['other', 'red', 'cabernet sauvignon', 'yes', 'royalty'] yes yes yes | |
| ['other', 'red', 'cabernet sauvignon', 'no', 'cheapest'] no no yes | |
| ['other', 'red', 'cabernet sauvignon', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'montepulciano', 'yes', 'expensive'] yes no no | |
| ['other', 'white', 'chardonnay', 'no', 'expensive'] no yes yes | |
| ['other', 'red', 'tempranillo', 'no', 'expensive'] no yes yes | |
| ['other', 'red', 'merlot', 'yes', 'royalty'] yes yes yes | |
| ['other', 'white', 'moscato', 'yes', 'royalty'] yes no yes | |
| ['other', 'red', 'blend', 'yes', 'cheap'] yes yes yes | |
| ['other', 'red', 'blend', 'yes', 'royalty'] yes yes yes | |
| ['other', 'white', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['costco', 'red', 'blend', 'no', 'cheap'] no yes yes | |
| ['other', 'sparkling', 'blend', 'no', 'cheapest'] no no no | |
| ['other', 'red', 'syrah', 'yes', 'expensive'] yes yes no | |
| ['other', 'red', 'tempranillo', 'yes', 'royalty'] yes yes yes | |
| ['other', 'white', 'chardonnay', 'no', 'cheap'] no no yes | |
| ['other', 'white', 'chardonnay', 'no', 'cheap'] no no yes | |
| ["trader joe's", 'red', 'blend', 'no', 'cheap'] no no yes | |
| ['other', 'white', 'blend', 'no', 'cheap'] no yes yes | |
| ['other', 'white', 'torrontés', 'yes', 'expensive'] yes no no | |
| ['other', 'red', 'cabernet sauvignon', 'no', 'cheap'] no yes yes | |
| ['other', 'red', 'tempranillo', 'no', 'expensive'] no yes yes | |
| ['other', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'rosé', 'tempranillo', 'yes', 'cheap'] yes no yes | |
| ['costco', 'red', 'pinot noir', 'yes', 'royalty'] yes no no | |
| ['costco', 'red', 'cabernet sauvignon', 'yes', 'royalty'] yes yes yes | |
| ['other', 'red', 'cabernet sauvignon', 'no', 'cheapest'] no no yes | |
| ['other', 'sparkling', 'blend', 'yes', 'expensive'] yes no no | |
| ['other', 'white', 'chardonnay', 'no', 'cheap'] no no yes | |
| ['other', 'red', 'cabernet sauvignon', 'yes', 'royalty'] yes yes yes | |
| ['other', 'red', 'garnacha', 'yes', 'cheap'] yes yes no | |
| ['other', 'red', 'cabernet sauvignon', 'yes', 'royalty'] yes yes yes | |
| ['other', 'red', 'zinfandel', 'no', 'royalty'] no yes yes | |
| ['other', 'white', 'pinot gris', 'yes', 'royalty'] yes yes yes | |
| ['other', 'red', 'graciano', 'yes', 'cheap'] yes no no | |
| ['other', 'red', 'shiraz', 'no', 'cheap'] no yes yes | |
| ['other', 'red', 'zinfandel', 'yes', 'expensive'] yes yes yes | |
| ['other', 'sparkling', 'blend', 'yes', 'royalty'] yes yes yes | |
| ["trader joe's", 'red', 'blend', 'no', 'cheapest'] no yes yes | |
| ['costco', 'red', 'sangiovese', 'yes', 'royalty'] yes yes yes | |
| ['other', 'red', 'shiraz', 'no', 'expensive'] no yes yes | |
| ['other', 'red', 'nebbiolo', 'no', 'royalty'] no yes yes | |
| ['other', 'red', 'sangiovese', 'yes', 'expensive'] yes yes yes | |
| ['other', 'white', 'chardonnay', 'yes', 'expensive'] yes yes yes | |
| ['other', 'rosé', 'blend', 'no', 'cheap'] no no no | |
| ['other', 'red', 'pinot noir', 'no', 'cheap'] no yes no | |
| ['other', 'white', 'blend', 'no', 'cheap'] no yes yes | |
| ['other', 'white', 'chardonnay', 'yes', 'expensive'] yes yes yes | |
| ['other', 'white', 'viognier', 'no', 'cheap'] no yes yes | |
| ['other', 'white', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'rosé', 'blend', 'yes', 'cheap'] yes no no | |
| ['other', 'red', 'cabernet sauvignon', 'yes', 'royalty'] yes yes yes | |
| ['other', 'red', 'blend', 'no', 'cheap'] no yes yes | |
| ['other', 'red', 'syrah', 'no', 'royalty'] no yes no | |
| ['other', 'red', 'meritage', 'yes', 'expensive'] yes yes yes | |
| ['other', 'white', 'grillo', 'no', 'expensive'] no yes yes | |
| ['other', 'red', 'shiraz', 'no', 'expensive'] no yes yes | |
| ['other', 'red', 'pinot noir', 'yes', 'cheap'] yes yes no | |
| ['other', 'rosé', 'syrah', 'yes', 'cheap'] yes no no | |
| ['other', 'red', 'pinot noir', 'yes', 'expensive'] yes yes no | |
| ['other', 'red', 'syrah', 'yes', 'royalty'] yes yes no | |
| ['other', 'cider wine', 'cider wine', 'yes', 'expensive'] yes no no | |
| ['other', 'red', 'pinot noir', 'yes', 'royalty'] yes yes no | |
| ['other', 'rosé', 'blend', 'no', 'cheap'] no no no | |
| ['costco', 'red', 'malbec', 'no', 'cheap'] no yes no | |
| ['other', 'white', 'torrontés', 'no', 'cheap'] no no no | |
| ['other', 'white', 'albarino', 'no', 'expensive'] no yes yes | |
| ['other', 'red', 'syrah', 'yes', 'expensive'] yes yes no | |
| ['other', 'red', 'cabernet sauvignon', 'no', 'cheapest'] no no yes | |
| ['other', 'red', 'malbec', 'yes', 'expensive'] yes yes no | |
| ['costco', 'red', 'carmenere', 'no', 'expensive'] no no no | |
| ['other', 'white', 'pinot grigio', 'no', 'cheap'] no no no | |
| ['other', 'white', 'sauvignon blanc', 'yes', 'royalty'] yes yes yes | |
| ['other', 'white', 'pinot grigio', 'no', 'cheap'] no no no | |
| ['costco', 'red', 'cabernet sauvignon', 'no', 'expensive'] no no yes | |
| ["trader joe's", 'white', 'riesling', 'no', 'cheapest'] no no yes | |
| ['other', 'white', 'torrontés', 'no', 'cheap'] no no no | |
| ['costco', 'red', 'cabernet sauvignon', 'yes', 'expensive'] yes no yes | |
| ['other', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'cabernet franc', 'no', 'royalty'] no yes yes | |
| ['costco', 'port', 'blend', 'yes', 'expensive'] yes no yes | |
| ['other', 'red', 'blend', 'yes', 'royalty'] yes yes yes | |
| ['other', 'red', 'lagrein', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'carmenere', 'yes', 'expensive'] yes yes no | |
| ['other', 'red', 'cabernet sauvignon', 'yes', 'expensive'] yes yes yes | |
| ['costco', 'red', 'malbec', 'yes', 'cheap'] yes yes no | |
| ['other', 'white', 'sauvignon blanc', 'no', 'expensive'] no yes yes | |
| ['costco', 'red', 'malbec', 'no', 'cheapest'] no no no | |
| ['other', 'red', 'malbec', 'yes', 'royalty'] yes yes no | |
| ['other', 'white', 'torrontés', 'no', 'cheap'] no no no | |
| ['other', 'red', 'pinot noir', 'no', 'cheapest'] no no no | |
| ['other', 'red', 'blend', 'no', 'cheap'] no yes yes | |
| ['other', 'red', 'pinot noir', 'yes', 'royalty'] yes yes no | |
| ['other', 'red', 'pinot noir', 'no', 'cheap'] no yes no | |
| ['other', 'red', 'carmenere', 'no', 'cheap'] no no no | |
| ['costco', 'red', 'blend', 'no', 'cheap'] no yes yes | |
| ['other', 'red', 'blend', 'yes', 'royalty'] yes yes yes | |
| ['other', 'dessert', 'moscato', 'yes', 'cheapest'] yes no no | |
| ['other', 'white', 'blend', 'yes', 'cheap'] yes yes yes | |
| ['costco', 'red', 'malbec', 'no', 'cheap'] no yes no | |
| ['other', 'red', 'blend', 'no', 'expensive'] no yes yes | |
| ['other', 'red', 'beaujolais', 'no', 'cheap'] no no yes | |
| ['other', 'sparkling', 'red blend', 'no', 'cheap'] no yes yes | |
| ['other', 'white', 'chardonnay', 'no', 'cheap'] no no yes | |
| ['other', 'red', 'tempranillo', 'no', 'royalty'] no yes yes | |
| ['other', 'red', 'tempranillo', 'no', 'royalty'] no yes yes | |
| ['other', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'white', 'riesling', 'no', 'cheap'] no yes yes | |
| ['other', 'sparkling', 'blend', 'yes', 'cheap'] yes no no | |
| ['other', 'red', 'sangiovese', 'yes', 'cheap'] yes no no | |
| ['other', 'red', "nero d'avola", 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'sangiovese', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'sangiovese', 'no', 'royalty'] no yes yes | |
| ['other', 'white', 'chardonnay', 'no', 'cheapest'] no no yes | |
| ['other', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'white', 'sauvignon blanc', 'yes', 'royalty'] yes yes yes | |
| ['other', 'red', 'malbec', 'no', 'expensive'] no yes no | |
| ["trader joe's", 'red', 'tempranillo', 'no', 'cheapest'] no no yes | |
| ['other', 'red', 'pinot noir', 'yes', 'royalty'] yes yes no | |
| ['costco', 'red', 'cabernet sauvignon', 'no', 'expensive'] no no yes | |
| ['other', 'white', 'chenin blanc', 'yes', 'expensive'] yes yes yes | |
| ['other', 'white', 'garganega', 'no', 'expensive'] no yes yes | |
| ['other', 'red', 'malbec', 'no', 'cheap'] no yes no | |
| ['other', 'red', 'syrah', 'yes', 'expensive'] yes yes no | |
| ['other', 'white', 'vignoles', 'no', 'cheap'] no yes yes | |
| ['other', 'red', 'sagrantino', 'no', 'royalty'] no no no | |
| ['other', 'white', 'sauvignon blanc', 'no', 'cheap'] no no no | |
| ['other', 'red', 'blend', 'yes', 'royalty'] yes yes yes | |
| ['other', 'rosé', 'cabernet sauvignon', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'cabernet sauvignon', 'yes', 'expensive'] yes yes yes | |
| ['other', 'red', 'lagrein', 'no', 'royalty'] no no no | |
| ['other', 'white', 'vermentino', 'yes', 'expensive'] yes yes yes | |
| ['other', 'rosé', 'garnacha', 'no', 'royalty'] no no no | |
| ['costco', 'red', 'blend', 'yes', 'expensive'] yes yes yes | |
| ['other', 'white', 'pinot gris', 'yes', 'expensive'] yes yes yes | |
| ["trader joe's", 'red', 'blend', 'no', 'cheapest'] no yes yes | |
| ['other', 'red', 'blend', 'no', 'cheap'] no yes yes | |
| ['other', 'sparkling', 'moscato', 'no', 'cheap'] no yes yes | |
| ['other', 'white', 'sauvignon blanc', 'no', 'cheap'] no no no |
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